The graph represents a network of 437 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 April 2021 at 16:14 UTC.
The requested start date was Monday, 05 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 12-hour, 30-minute period from Monday, 22 March 2021 at 07:30 UTC to Sunday, 04 April 2021 at 20:00 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 437
Unique Edges : 242
Edges With Duplicates : 1171
Total Edges : 1413
Number of Edge Types : 5
Tweet : 65
Retweet : 568
MentionsInRetweet : 659
Mentions : 118
Replies to : 3
Self-Loops : 86
Reciprocated Vertex Pair Ratio : 0.0517241379310345
Reciprocated Edge Ratio : 0.0983606557377049
Connected Components : 39
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 271
Maximum Edges in a Connected Component : 1129
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.50783
Graph Density : 0.0028814057481158
Modularity : 0.351945
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 437 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 April 2021 at 16:14 UTC.
The requested start date was Monday, 05 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 12-hour, 30-minute period from Monday, 22 March 2021 at 07:30 UTC to Sunday, 04 April 2021 at 20:00 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #data4good
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[87] ume_kyd,go [76] potential,#data [74] go,extra [74] extra,mile [74] mile,smile [74] smile,bring [74] bring,spring [74] spring,unlock [74] unlock,#data [74] #data,potentials Top Word Pairs in Tweet in G1:
[87] ume_kyd,go [76] potential,#data [74] go,extra [74] extra,mile [74] mile,smile [74] smile,bring [74] bring,spring [74] spring,unlock [74] unlock,#data [74] #data,potentials Top Word Pairs in Tweet in G2:
[31] super,early [31] early,open [31] open,discuss [31] discuss,job [31] job,options [31] options,starting [31] starting,2022 [31] 2022,years [31] years,exp [31] exp,consulting Top Word Pairs in Tweet in G3:
[40] #ai,#data4good [29] #ai,#agtech [28] #wildlife,#conservation [27] #data4good,#wildlife [25] #sdg,#wildlife [23] artificial,intelligence [20] intelligence,technology [20] technology,used [20] used,protect [20] protect,bees Top Word Pairs in Tweet in G4:
[15] artificial,intelligence [12] main,reason [12] reason,joined [12] joined,sassoftware [12] sassoftware,commitment [12] commitment,#innovation [12] #innovation,solving [12] solving,problems [12] problems,#data4good [11] johnmaynardcpa,main Top Word Pairs in Tweet in G5:
[9] skills,experience [9] experience,#datascience [9] #datascience,management [9] management,dataforchildren [9] dataforchildren,need [9] need,help [9] help,make [8] datalabscotland,skills [6] data,maturity [5] applications,open Top Word Pairs in Tweet in G6:
[21] #datadriven,research [21] research,aims [21] aims,solve [21] solve,first [21] first,last [21] last,mile [21] mile,challenges [21] challenges,#mobility [21] #mobility,solutions [19] kirkdborne,#datadriven Top Word Pairs in Tweet in G7:
[3] needed,tool [3] tool,help [3] help,manage [3] manage,rising [3] rising,#aws [3] #aws,cloud [3] cloud,costs [3] costs,#date4changeaccelerator [3] #date4changeaccelerator,grantees [3] grantees,working Top Word Pairs in Tweet in G8:
[7] plus,60 [7] 60,participant [7] participant,conférence [7] conférence,presse [7] presse,opendata_fr [7] opendata_fr,cours [7] cours,présentation [7] présentation,feuille [7] feuille,route [7] route,par Top Word Pairs in Tweet in G9:
[7] #data4good,researchers [7] researchers,looking [7] looking,forward [7] forward,discussing [7] discussing,thoughts [7] thoughts,ideas [7] ideas,welcoming [6] kyriakikalimeri,#data4good [2] proud,recognition [2] recognition,work Top Word Pairs in Tweet in G10:
[9] reusable,toolkits [9] toolkits,capabilities [9] capabilities,future [9] future,deploying [9] deploying,scaling [9] scaling,#ai [9] #ai,social [9] social,sector [8] datapriestess,reusable [8] sector,opportun Top Replied-To in Entire Graph:
Top Replied-To in G4:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: